It pinches to see market men, technicians and gen x just draw a line and call it a “Head And Shoulder”. Every aspect of this pattern has physchology behind it and Edwards and Maggee in their beautiful book laid out exactly what to expect in every pattern. Not many follow it.

Important paper from Google on large batch optimization. They do impressively careful experiments measuring # iterations needed to achieve target validation error at various batch sizes. The main "surprise" is the lack of surprises. [thread]

https://t.co/7QIx5CFdfJ

The paper is a good example of lots of elements of good experimental design. They validate their metric by showing lots of variants give consistent results. They tune hyperparamters separately for each condition, check that optimum isn't at the endpoints, and measure sensitivity.

They have separate experiments where the hold fixed # iterations and # epochs, which (as they explain) measure very different things. They avoid confounds, such as batch norm's artificial dependence between batch size and regularization strength.

When the experiments are done carefully enough, the results are remarkably consistent between different datasets and architectures. Qualitatively, MNIST behaves just like ImageNet.

Importantly, they don't find any evidence for a "sharp/flat optima" effect whereby better optimization leads to worse final results. They have a good discussion of experimental artifacts/confounds in past papers where such effects were reported.

#DoYouKnow -The place where
Lalitha Sahasranamam -1000 names of Devi originated.

It is in Lalithambigai temple -Thirumeeyachur,Near Mayiladuthurai,TN

There is a Legend #story & it is related to this beautiful #sculpture of Kshetrapuraneswarar & Ambal Lalithambigai #Thread 👇

#Legend #story
It is believed that this is birth place of Kashyapa Maharishi’s sons, Arunan& Garudan. Arunan(charioteer of Surya)was physically handicapped.He was a Shiva devotee.Arunan wanted to visit Kailash to have Shiva Darshan,but Surya Dev denied permission.

So Arunan disguised as a girl & was on his way to Kailash.On the way Surya Dev saw this girl & outraged her modesty.Shiva was very angry with Suryan for misbehaviour & cursed him to get darkened. Whole world plunged into darkness.Surya Dev pleaded to Bhagwan Shiv to forgive him.

Shiva Bhagwan asked him to go to Thirumiyachur & worship him there. As advised, Surya Dev performed rigorous penance, placed murthi of Shiva& Parvathy on an elephant & took them to the clouds.Shiva in this temple is known as Meganathaswamy,Devi is known as Lalithambigai

Even after severe penance,Shiva does appear,so Surya Dev cries out in agony.Disturbed by his call, Parvathy protests.Siva pacifies her & offers relief to Surya Dev.The sculpture of Shiva pacifying Ambal shows her sullen from one angle &smiling from another.

I am a student of DHSK college, Dibrugarh. I belong to 1 st Sem , History Department. And my generic subject is Political Science. Our history professor Mr Abhijit Baruah on our first day said
1) You Hindus don't have any history
2) If you want to study real history contd...

then study Islamic& European history.
3) He is a hardcore communist ( urban naxal I must say )

4) He says you hindu people don't have any history coz you people were busy writing about your imaginary Gods.

5 ) He says us to read history books of Romilla Thapar ( hindu hater)

He is brainwashing students since 80s. Another professor Mr Biraj Dutta says "we need revolution. Ami Delhi r sorkar uforai pelabo lgibo " Another Comrade professor Mr Sun Gogoi of Pol Sc. Dept says Urban Naxal is a derogatory term used by fascist Hindutva goons to defame (3)

Students of JNU and overall all the student community. He says Lala Lajpat Rai & all the nationalist politicians of that time were casteist including former President of India Mr Rajendra Prasad.

Now the historic DHSK college & all the college's of Assam may doing this from (4)

a long time. Now what should I do ? Should I stand against them. Should I oppose them ? My inner Hindu does not allow me to tolerate anymore.
Should I complain ? But to whom ? Anyone can be an Urban Naxal . Whom to believe? Should I think about my career & keep quite (5)

THE NOTICEABLE SIGNS OBSERVED ON IMPENDING DEATH(मृत्यु के संकेत या चिन्ह)

As per Skanda Puran, Kartikeya had narrated to Muni Agastya about the signs of the coming death. This is as per this ancient scripture.

If one experiences the air coming out of right nostril continuously then it is observed that the person dies within three years. If the breathing is continuous towards upper side from both the nostrils, then the person can die within two three days.

If the breathing is through the mouth instead of the nostrils then the person may live only for two days. The person should take into coignance these signs of the occurance of any sudden death.

As per astrology when the Surya is in the 7th house and Chandrama is in its own house and the breathing is only through the right nostril then the danger exists. If you see a yellow black coloured figure who becomes invisible immediately then the life span is limited to 2 years.

If any person sneezes, passes urine, stool and semen all together he has only a year more to live. If a person sees blue coloured snakes flying in the sky then he has only six more months to live. If a person sees any thing opposite to its real self like colours